vulnerable - Story 166974 | Emotion Vectors in Gemma4-31B

The doorbell chimed, a cheerful, almost mocking sound. Michael flinched, instinctively reaching for the lock. It was his neighbor, David, beaming with a wide smile, asking if he could plant a few tomato plants in the unused space by the garage.

Michael felt his heart begin to pound. Every social interaction felt like a tightrope walk, each word a potential misstep. He tried to force a smile, but it felt stiff and unnatural.

He kept his hands clutched together in front of him, as if to ward off an attack. He cleared his throat. "I… I just have a lot going on right now," he mumbled, his voice barely audible. "Maybe another time?" He hoped the pleading in his voice was masked.

Emotion: vulnerable

Cluster: Fear / Anxiety

PC1 (Valence): -2.07 Negative

PC2 (Disposition): -0.69

Role in Research

This story is one of 1,000 stories generated for the emotion vulnerable. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vulnerable stories, after denoising with neutral dialogue baselines, produces the vulnerable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vulnerable vector is projected through the unembedding matrix.

Promoted:

`S`	0.327
`ness`	0.319
`😞`	0.299
`😔`	0.277
`😣`	0.258

Suppressed:

`de`	-0.567
`la`	-0.488
`l`	-0.271
`(!)`	-0.267
`(!)`	-0.257